[HTML][HTML] Sequence analysis: Its past, present, and future

TF Liao, D Bolano, C Brzinsky-Fay, B Cornwell… - Social science …, 2022 - Elsevier
This article marks the occasion of Social Science Research's 50th anniversary by reflecting
on the progress of sequence analysis (SA) since its introduction into the social sciences four …

[HTML][HTML] The longitudinal association between engagement and achievement varies by time, students' profiles, and achievement state: A full program study

M Saqr, S López-Pernas, S Helske, S Hrastinski - Computers & Education, 2023 - Elsevier
There is a paucity of longitudinal studies in online learning across courses or throughout
programs. Our study intends to add to this emerging body of research by analyzing the …

[HTML][HTML] Intense, turbulent, or wallowing in the mire: A longitudinal study of cross-course online tactics, strategies, and trajectories

M Saqr, S López-Pernas, J Jovanović… - The Internet and Higher …, 2023 - Elsevier
Research has repeatedly demonstrated that students with effective learning strategies are
more likely to have better academic achievement. Existing research has mostly focused on a …

Making strides towards AI-supported regulation of learning in collaborative knowledge construction

F Ouyang, M Wu, L Zhang, W Xu, L Zheng… - Computers in Human …, 2023 - Elsevier
Collaborative knowledge construction (CKC) requires individual group members to share
information and resources, sustain the improvement of ideas through peer interactions, and …

[HTML][HTML] The longitudinal trajectories of online engagement over a full program

M Saqr, S López-Pernas - Computers & Education, 2021 - Elsevier
Student engagement has a trajectory (a timeline) that unfolds over time and can be shaped
by different factors including learners' motivation, school conditions, and the nature of …

[HTML][HTML] How CSCL roles emerge, persist, transition, and evolve over time: A four-year longitudinal study

M Saqr, S López-Pernas - Computers & education, 2022 - Elsevier
A prevailing trend in CSCL literature has been the study of students' participatory roles. The
majority of existing studies examine a single collaborative task or, at most, a complete …

Panel data in research on mobility and migration: A review of recent advances

S Vidal, PM Lersch - Comparative Population Studies, 2021 - econstor.eu
Panel data has become the gold standard for causal assessments of complex human
behaviour in quantitative social science. The objective of this review is to examine and …

Mixture hidden Markov models for sequence data: The seqHMM package in R

S Helske, J Helske - Journal of Statistical Software, 2019 - jstatsoft.org
Sequence analysis is being more and more widely used for the analysis of social sequences
and other multivariate categorical time series data. However, it is often complex to describe …

A modern approach to transition analysis and process mining with markov models: a tutorial with R

J Helske, S Helske, M Saqr, S López-Pernas… - arxiv preprint arxiv …, 2023 - arxiv.org
This chapter presents an introduction to Markovian modeling for the analysis of sequence
data. Contrary to the deterministic approach seen in the previous sequence analysis …

Bringing synchrony and clarity to complex multi-channel data: A learning analytics study in programming education

S López-Pernas, M Saqr - IEEE Access, 2021 - ieeexplore.ieee.org
Supporting teaching and learning programming with learning analytics is an active area of
inquiry. Most data used for learning analytics research comes from learning management …